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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of CentroidFold - scored higher in this pairwise comparison

  4. Performance of MCFold - scored lower in this pairwise comparison

  5. Compile and download dataset for CentroidFold & MCFold [.zip] - may take several seconds...


Overview

Metric CentroidFold MCFold
MCC 0.613 > 0.420
Average MCC ± 95% Confidence Intervals 0.568 ± 0.079 > 0.397 ± 0.083
Sensitivity 0.517 > 0.441
Positive Predictive Value 0.733 > 0.409
Total TP 671 > 572
Total TN 170394 > 169912
Total FP 275 < 895
Total FP CONTRA 38 < 120
Total FP INCONS 207 < 706
Total FP COMP 30 < 69
Total FN 626 < 725
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidFold and MCFold. Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for CentroidFold and MCFold).

  2. Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for CentroidFold and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidFold and MCFold. The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for CentroidFold and MCFold).

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 671
Total TN 170394
Total FP 275
Total FP CONTRA 38
Total FP INCONS 207
Total FP COMP 30
Total FN 626
Total Scores
MCC 0.613
Average MCC ± 95% Confidence Intervals 0.568 ± 0.079
Sensitivity 0.517
Positive Predictive Value 0.733
Nr of predictions 42

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2. Individual counts for CentroidFold [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.42 0.26 0.71 5 623 2 0 2 0 14
2LC8_A 0.49 0.35 0.70 7 1530 3 1 2 0 13
2LKR_A - 0.82 0.74 0.91 29 6073 4 0 3 1 10
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WW9_E - 0.00 0.00 0.00 0 561 0 0 0 0 14
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_D - 0.29 0.12 0.75 3 1949 1 0 1 0 23
2WWQ_V 0.80 0.68 0.95 19 2906 3 0 1 2 9
2XQD_Y 0.75 0.67 0.86 18 2829 3 0 3 0 9
2ZZN_D 0.82 0.78 0.88 21 2461 3 0 3 0 6
3A2K_C 0.44 0.43 0.46 12 2900 14 2 12 0 16
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3AKZ_H 0.43 0.39 0.48 11 2678 12 2 10 0 17
3AM1_B - 0.68 0.63 0.73 22 3210 8 1 7 0 13
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3GX2_A 0.79 0.63 1.00 25 4346 1 0 0 1 15
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.80 0.67 0.96 22 4255 1 0 1 0 11
3IZF_C 0.68 0.61 0.77 33 6860 10 1 9 0 21
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_2 - 0.25 0.24 0.28 8 6187 24 0 21 3 25
3J0L_a - 0.41 0.31 0.56 5 1119 4 2 2 0 11
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J16_L 0.50 0.40 0.63 12 2756 7 0 7 0 18
3JYV_7 0.77 0.59 1.00 19 2831 0 0 0 0 13
3JYX_4 0.23 0.21 0.25 7 12218 25 5 16 4 26
3JYX_3 0.29 0.30 0.30 8 6301 20 8 11 1 19
3KTW_C - 0.45 0.40 0.53 17 4528 16 2 13 1 26
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.80 0.70 0.91 43 9133 5 0 4 1 18
3NKB_B - 0.57 0.50 0.65 13 1996 7 0 7 0 13
3O58_2 0.82 0.76 0.88 29 7227 7 1 3 3 9
3O58_3 0.38 0.29 0.50 10 12383 10 0 10 0 25
3PDR_A 0.73 0.60 0.90 43 12832 7 0 5 2 29
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.58 0.48 0.71 20 3888 8 1 7 0 22
3U4M_B - 0.57 0.46 0.71 17 3136 7 0 7 0 20
4A1C_3 0.67 0.56 0.81 30 7103 7 1 6 0 24
4A1C_2 0.16 0.15 0.17 5 11752 29 5 19 5 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.73 0.58 0.92 11 1314 1 1 0 0 8

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 572
Total TN 169912
Total FP 895
Total FP CONTRA 120
Total FP INCONS 706
Total FP COMP 69
Total FN 725
Total Scores
MCC 0.420
Average MCC ± 95% Confidence Intervals 0.397 ± 0.083
Sensitivity 0.441
Positive Predictive Value 0.409
Nr of predictions 42

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2. Individual counts for MCFold [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.91 0.89 0.94 16 844 2 0 1 1 2
2LA5_A - -0.03 0.00 0.00 0 615 15 0 15 0 19
2LC8_A 0.41 0.45 0.39 9 1517 16 0 14 2 11
2LKR_A - 0.93 0.92 0.95 36 6067 14 0 2 12 3
2WRQ_Y 0.27 0.35 0.22 6 2823 25 8 13 4 11
2WW9_E - -0.02 0.00 0.00 0 547 14 0 14 0 14
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_D - -0.01 0.00 0.00 0 1925 28 5 23 0 26
2WWQ_V 0.15 0.18 0.15 5 2892 30 4 25 1 23
2XQD_Y 0.34 0.37 0.32 10 2819 22 1 20 1 17
2ZZN_D 0.61 0.63 0.61 17 2457 13 1 10 2 10
3A2K_C 0.44 0.46 0.42 13 2895 18 2 16 0 15
3A3A_A 0.89 0.86 0.91 32 3620 3 1 2 0 5
3AKZ_H 0.40 0.43 0.39 12 2670 19 3 16 0 16
3AM1_B - 0.93 0.89 0.97 31 3208 2 0 1 1 4
3AMU_B 0.44 0.48 0.42 13 2972 18 2 16 0 14
3GX2_A 0.47 0.48 0.48 19 4331 22 0 21 1 21
3IVN_B 0.39 0.39 0.40 12 2316 18 0 18 0 19
3IWN_A 0.19 0.21 0.18 7 4238 33 8 25 0 26
3IZF_C 0.71 0.69 0.74 37 6853 14 0 13 1 17
3J0L_g - 0.13 0.25 0.08 1 452 12 8 4 0 3
3J0L_2 - 0.21 0.24 0.18 8 6172 39 7 29 3 25
3J0L_a - 0.16 0.19 0.17 3 1110 15 1 14 0 13
3J0L_7 - -0.01 0.00 0.00 0 1206 19 4 15 0 17
3J16_L 0.45 0.47 0.44 14 2743 19 1 17 1 16
3JYV_7 0.21 0.22 0.21 7 2817 26 0 26 0 25
3JYX_4 0.20 0.24 0.17 8 12199 43 16 23 4 25
3JYX_3 0.41 0.52 0.33 14 6285 34 12 17 5 13
3KTW_C - 0.40 0.40 0.43 17 4520 24 4 19 1 26
3LA5_A 0.32 0.32 0.34 11 2453 21 1 20 0 23
3NDB_M - 0.23 0.23 0.24 14 9121 46 1 44 1 47
3NKB_B - 0.56 0.58 0.56 15 1989 13 0 12 1 11
3O58_2 0.20 0.24 0.17 9 7208 44 5 38 1 29
3O58_3 0.22 0.26 0.19 9 12355 45 9 30 6 26
3PDR_A 0.66 0.61 0.72 44 12819 19 0 17 2 28
3RKF_A 0.70 0.65 0.76 22 2182 7 1 6 0 12
3SD1_A 0.33 0.33 0.35 14 3876 26 0 26 0 28
3U4M_B - 0.59 0.59 0.59 22 3123 15 0 15 0 15
4A1C_3 0.68 0.67 0.71 36 7089 17 1 14 2 18
4A1C_2 0.13 0.15 0.11 5 11735 56 10 31 15 28
4ENB_A 0.61 0.63 0.60 12 1255 8 2 6 0 7
4ENC_A 0.28 0.32 0.27 6 1304 17 2 14 1 13

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.